Counterfactual Self-Evolving Agents for Evidence-Grounded Reasoning
Self-play proposer--solver methods improve reasoning by generating tasks and learning from verified solutions. However, for evidence-identifiable tasks, where case-specific evidence and domain knowledge determine a checkable answer, self-play requires generating plausible cases whose answers can be independently verifi...
Xing Han, Yu-Xin Wang, Chen Chen et al.
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